Min Sun, Assistant Professor in Electrical Engineering
Ming-Yu Liu, Senior Research Scientist at Nvidia Research
Date: Nov. 24, 2016
Location: Room 101B
2-3pmIntroduction to deep learning in computer vision We will introduce the standard supervised deep learning model such as CNN and RNN. The introduction will include: a brief history of the development of both models, their model architectures and intuition, training methods and tips for learning a good model.
3-4pmDeep learning for vision and language We will introduce a number of recent works related to image captioning, image question answering, video captioning, and video question answering. Our introduction includes new deep learning models to combine vision and language, popular dataset, and future challenges. [Slides]
4-5pmDeep learning for image generation We will introduce a number of recent deep learning works on image generation. Various practical algorithm design issues will be discussed. Particularly. we will highlight the generative adversarial network problem. [Slides]